{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f9467e34-528e-4b15-b150-42bf450e6fb5",
   "metadata": {},
   "source": [
    "## 依赖引入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "3bb6be1b-7160-4dc9-971e-74d7266b8f3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import ruptures as rpt\n",
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebe68393-fdab-4590-806e-1b832eac7510",
   "metadata": {},
   "source": [
    "## 数据预处理 - 插值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "a6dc5e66-a9f0-4167-8c5a-fbd9f67d2eed",
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_sparse_segments(df, time_col='时间', value_col='Value数值',\n",
    "                         threshold_ms=1000,\n",
    "                         fill_interval_ms=100):\n",
    "    \"\"\"\n",
    "    自动判断时间是否为索引，并对稀疏时间段进行线性插值。\n",
    "    \"\"\"\n",
    "    df = df.copy()\n",
    "\n",
    "    # 如果时间是索引，就还原成列\n",
    "    if df.index.name == time_col:\n",
    "        df.reset_index(inplace=True)\n",
    "\n",
    "    # 时间列转为 datetime\n",
    "    if not pd.api.types.is_datetime64_any_dtype(df[time_col]):\n",
    "        df[time_col] = pd.to_datetime(df[time_col], unit='ms')\n",
    "\n",
    "    df.sort_values(by=time_col, inplace=True)\n",
    "    df.reset_index(drop=True, inplace=True)\n",
    "\n",
    "    rows = []\n",
    "    for i in range(len(df) - 1):\n",
    "        t1, t2 = df.loc[i, time_col], df.loc[i + 1, time_col]\n",
    "        v1, v2 = df.loc[i, value_col], df.loc[i + 1, value_col]\n",
    "        delta = (t2 - t1).total_seconds() * 1000  # 毫秒\n",
    "\n",
    "        rows.append((t1, v1))\n",
    "\n",
    "        if delta > threshold_ms:\n",
    "            n_steps = int(delta // fill_interval_ms) - 1\n",
    "            for j in range(1, n_steps + 1):\n",
    "                new_time = t1 + pd.Timedelta(milliseconds=j * fill_interval_ms)\n",
    "                ratio = j / (n_steps + 1)\n",
    "                new_val = v1 + (v2 - v1) * ratio\n",
    "                rows.append((new_time, new_val))\n",
    "\n",
    "    rows.append((df.loc[len(df) - 1, time_col], df.loc[len(df) - 1, value_col]))\n",
    "\n",
    "    df_filled = pd.DataFrame(rows, columns=[time_col, value_col])\n",
    "    df_filled.set_index(time_col, inplace=True)\n",
    "    df_filled.sort_index(inplace=True)\n",
    "    return df_filled\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d3962bd-fd13-4bfc-b153-7854b9bc61ff",
   "metadata": {},
   "source": [
    "## 可视化通用方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "fdc892c9-d2e7-426d-a528-487b5bd39d2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize(index, ts,change_points,title=\"Detected Change Points on Raw Signal\"):\n",
    "    print(\"自动检测变点:\", change_points)\n",
    "    print(\"自动检测变点:\", index[change_points[:-1]])\n",
    "    # 可视化\n",
    "    rpt.display(ts, change_points, figsize=(10, 4))\n",
    "    plt.title(title)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f65cc01-2bdd-4d0c-a242-d65fa5ddda2f",
   "metadata": {},
   "source": [
    "##  获取单通道"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "abe0a981-4afe-4eba-907b-06bd06e7ae79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape befeore: (4000, 1)\n",
      "DatetimeIndex(['2025-06-03 00:03:06.344000', '2025-06-03 00:03:06.444000',\n",
      "               '2025-06-03 00:03:06.544000', '2025-06-03 00:03:06.644000',\n",
      "               '2025-06-03 00:03:06.744000', '2025-06-03 00:03:06.844000',\n",
      "               '2025-06-03 00:03:06.944000', '2025-06-03 00:03:07.044000',\n",
      "               '2025-06-03 00:03:07.144000', '2025-06-03 00:03:07.244000',\n",
      "               ...\n",
      "               '2025-06-03 00:30:42.691000', '2025-06-03 00:30:42.791000',\n",
      "               '2025-06-03 00:30:42.891000', '2025-06-03 00:30:42.991000',\n",
      "               '2025-06-03 00:30:43.091000', '2025-06-03 00:30:43.191000',\n",
      "               '2025-06-03 00:30:43.291000', '2025-06-03 00:30:43.391000',\n",
      "               '2025-06-03 00:30:43.491000', '2025-06-03 00:30:43.679000'],\n",
      "              dtype='datetime64[ns]', name='时间', length=17556, freq=None)\n",
      "单通道信号 shape: (17556, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 读取1个 sheet\n",
    "\n",
    "df = pd.read_excel('data.xlsx', sheet_name='Sheet3')\n",
    "df.rename(columns={df.columns[0]: '时间'}, inplace=True)\n",
    "df['时间'] = df['时间'].values.astype('int64')\n",
    "df.set_index('时间', inplace=True)\n",
    "df.index = pd.to_datetime(df.index, unit='ms')\n",
    "\n",
    "# 插值处理\n",
    "print(\"shape befeore:\", df.values.shape)\n",
    "df_uniform = fill_sparse_segments(df, threshold_ms=5000, fill_interval_ms=100)\n",
    "# df_uniform = df.copy()\n",
    "# 查看合并结果\n",
    "ts = df_uniform.values\n",
    "print(df_uniform.index)\n",
    "print(\"单通道信号 shape:\", ts.shape)\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "plt.plot(df_uniform.index, ts)\n",
    "plt.title(\"Single Time Series\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cedbe2fa-6aba-491d-bfde-17742dc2b166",
   "metadata": {},
   "source": [
    "## 智能分段"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edf493d2-e153-4e6c-9a7e-2f2aaf9ad24d",
   "metadata": {},
   "source": [
    "### 数据预处理 - 平滑 + 差分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "4bb5339d-d5ba-4bb8-8a15-5d52a4cf3140",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2530375. 2530375. 2530375. ...   12881.   12881.   12881.]\n",
      "[0. 0. 0. ... 0. 0. 0.]\n"
     ]
    }
   ],
   "source": [
    "from scipy.ndimage import gaussian_filter1d\n",
    "# 平滑\n",
    "smoothed = gaussian_filter1d(ts.flatten(), sigma=2)\n",
    "print(smoothed)\n",
    "# 差分\n",
    "diff_ts = np.diff(smoothed)\n",
    "print(diff_ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72de7f0b-6bf8-4404-b4a8-dbecef442fdd",
   "metadata": {},
   "source": [
    "### 超参数调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "d7392b23-6bb1-478f-a968-39babf26e7aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = \"l2\"  # \"l1\", \"l2\", \"rbf\"\n",
    "min_size = 200\n",
    "pen = 200\n",
    "window_width = 5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4925aa8b-62de-4b2a-aa52-84470104e1f4",
   "metadata": {},
   "source": [
    "### PELT 自动检测变点数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "7616de24-f776-479e-8cbb-e12a6b1f1097",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [345, 545, 745, 945, 1145, 4180, 4380, 4580, 4780, 4980, 7960, 8160, 8375, 8575, 8775, 8975, 11595, 11795, 11995, 12300, 12500, 12700, 14365, 14565, 14765, 14965, 15165, 15515, 15715, 15915, 16115, 16420, 16620, 16820, 17556]\n",
      "自动检测变点: DatetimeIndex(['2025-06-03 00:03:41.002000', '2025-06-03 00:04:00.431000',\n",
      "               '2025-06-03 00:04:18.165000', '2025-06-03 00:04:31.258000',\n",
      "               '2025-06-03 00:04:50.114000', '2025-06-03 00:09:55.005000',\n",
      "               '2025-06-03 00:10:13.225000', '2025-06-03 00:10:32.507000',\n",
      "               '2025-06-03 00:10:45.818000', '2025-06-03 00:11:01.574000',\n",
      "               '2025-06-03 00:16:01.107000', '2025-06-03 00:16:20.071000',\n",
      "               '2025-06-03 00:16:38.593000', '2025-06-03 00:16:51.829000',\n",
      "               '2025-06-03 00:17:05.037000', '2025-06-03 00:17:17.727000',\n",
      "               '2025-06-03 00:21:48.026000', '2025-06-03 00:22:08.176000',\n",
      "               '2025-06-03 00:22:23.843000', '2025-06-03 00:22:48.287000',\n",
      "               '2025-06-03 00:23:01.529000', '2025-06-03 00:23:17.581000',\n",
      "               '2025-06-03 00:26:04.839000', '2025-06-03 00:26:28.079000',\n",
      "               '2025-06-03 00:26:41.347000', '2025-06-03 00:26:54.210000',\n",
      "               '2025-06-03 00:27:06.842000', '2025-06-03 00:27:49.068000',\n",
      "               '2025-06-03 00:28:02.272000', '2025-06-03 00:28:18.166000',\n",
      "               '2025-06-03 00:28:33.266000', '2025-06-03 00:28:57.739000',\n",
      "               '2025-06-03 00:29:11.025000', '2025-06-03 00:29:29.156000'],\n",
      "              dtype='datetime64[ns]', name='时间', freq=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [311, 511, 726, 1021, 1221, 4131, 4331, 4531, 4846, 5046, 7916, 8116, 8346, 8691, 8936, 9136, 11681, 11881, 12101, 12336, 12586, 12786, 14431, 14631, 14901, 15166, 15366, 15566, 15766, 15966, 16166, 16366, 16566, 16766, 17556]\n",
      "自动检测变点: DatetimeIndex(['2025-06-03 00:03:37.577000', '2025-06-03 00:03:58.207000',\n",
      "               '2025-06-03 00:04:16.922000', '2025-06-03 00:04:36.168000',\n",
      "               '2025-06-03 00:04:57.781000', '2025-06-03 00:09:50.105000',\n",
      "               '2025-06-03 00:10:10.096000', '2025-06-03 00:10:28.700000',\n",
      "               '2025-06-03 00:10:49.976000', '2025-06-03 00:11:08.185000',\n",
      "               '2025-06-03 00:15:56.667000', '2025-06-03 00:16:17.284000',\n",
      "               '2025-06-03 00:16:36.739000', '2025-06-03 00:16:59.177000',\n",
      "               '2025-06-03 00:17:15.281000', '2025-06-03 00:17:40.906000',\n",
      "               '2025-06-03 00:21:56.720000', '2025-06-03 00:22:16.670000',\n",
      "               '2025-06-03 00:22:30.496000', '2025-06-03 00:22:50.619000',\n",
      "               '2025-06-03 00:23:06.994000', '2025-06-03 00:23:26.211000',\n",
      "               '2025-06-03 00:26:11.515000', '2025-06-03 00:26:32.954000',\n",
      "               '2025-06-03 00:26:49.489000', '2025-06-03 00:27:06.926000',\n",
      "               '2025-06-03 00:27:30.187000', '2025-06-03 00:27:52.918000',\n",
      "               '2025-06-03 00:28:05.523000', '2025-06-03 00:28:23.266000',\n",
      "               '2025-06-03 00:28:36.497000', '2025-06-03 00:28:54.329000',\n",
      "               '2025-06-03 00:29:07.565000', '2025-06-03 00:29:23.756000'],\n",
      "              dtype='datetime64[ns]', name='时间', freq=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "change_points = rpt.Pelt(model=model,min_size=min_size).fit(ts).predict(pen=pen)\n",
    "visualize(df_uniform.index,ts,change_points)\n",
    "# 修正差分偏移\n",
    "change_points = rpt.Pelt(model=model,min_size=min_size).fit(diff_ts).predict(pen=pen)\n",
    "change_points = [b + 1 for b in change_points]\n",
    "visualize(df_uniform.index,ts,change_points)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45612621-b135-4788-9235-166d4ff09a67",
   "metadata": {},
   "source": [
    "### Binary segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "d88f8ff2-2d62-477f-84d3-ac2b238d572f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [335, 535, 835, 1035, 1235, 4145, 4345, 4615, 4885, 5085, 7930, 8130, 8430, 8670, 8870, 9070, 11750, 11950, 12240, 12440, 12640, 14335, 14535, 14920, 15120, 15320, 15520, 15720, 16070, 16415, 16615, 16815, 17556]\n",
      "自动检测变点: DatetimeIndex(['2025-06-03 00:03:40.002000', '2025-06-03 00:03:59.743000',\n",
      "               '2025-06-03 00:04:24.322000', '2025-06-03 00:04:37.012000',\n",
      "               '2025-06-03 00:04:59.181000', '2025-06-03 00:09:51.505000',\n",
      "               '2025-06-03 00:10:11.035000', '2025-06-03 00:10:35.299000',\n",
      "               '2025-06-03 00:10:52.454000', '2025-06-03 00:11:12.085000',\n",
      "               '2025-06-03 00:15:58.107000', '2025-06-03 00:16:18.152000',\n",
      "               '2025-06-03 00:16:43.146000', '2025-06-03 00:16:57.863000',\n",
      "               '2025-06-03 00:17:11.088000', '2025-06-03 00:17:30.674000',\n",
      "               '2025-06-03 00:22:03.620000', '2025-06-03 00:22:20.975000',\n",
      "               '2025-06-03 00:22:44.531000', '2025-06-03 00:22:57.763000',\n",
      "               '2025-06-03 00:23:11.581000', '2025-06-03 00:26:01.839000',\n",
      "               '2025-06-03 00:26:26.176000', '2025-06-03 00:26:50.689000',\n",
      "               '2025-06-03 00:27:04.052000', '2025-06-03 00:27:25.587000',\n",
      "               '2025-06-03 00:27:49.414000', '2025-06-03 00:28:02.581000',\n",
      "               '2025-06-03 00:28:30.414000', '2025-06-03 00:28:57.402000',\n",
      "               '2025-06-03 00:29:10.648000', '2025-06-03 00:29:28.656000'],\n",
      "              dtype='datetime64[ns]', name='时间', freq=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [386, 586, 786, 1021, 1221, 4246, 4446, 4646, 4846, 5046, 7916, 8116, 8346, 8691, 8931, 9131, 11681, 11881, 12241, 12441, 12641, 14431, 14631, 14901, 15176, 15556, 15781, 15981, 16361, 16561, 16761, 17556]\n",
      "自动检测变点: DatetimeIndex(['2025-06-03 00:03:45.102000', '2025-06-03 00:04:02.959000',\n",
      "               '2025-06-03 00:04:21.194000', '2025-06-03 00:04:36.168000',\n",
      "               '2025-06-03 00:04:57.781000', '2025-06-03 00:10:01.701000',\n",
      "               '2025-06-03 00:10:17.325000', '2025-06-03 00:10:37.340000',\n",
      "               '2025-06-03 00:10:49.976000', '2025-06-03 00:11:08.185000',\n",
      "               '2025-06-03 00:15:56.667000', '2025-06-03 00:16:17.284000',\n",
      "               '2025-06-03 00:16:36.739000', '2025-06-03 00:16:59.177000',\n",
      "               '2025-06-03 00:17:14.887000', '2025-06-03 00:17:40.406000',\n",
      "               '2025-06-03 00:21:56.720000', '2025-06-03 00:22:16.670000',\n",
      "               '2025-06-03 00:22:44.590000', '2025-06-03 00:22:57.807000',\n",
      "               '2025-06-03 00:23:11.681000', '2025-06-03 00:26:11.515000',\n",
      "               '2025-06-03 00:26:32.954000', '2025-06-03 00:26:49.489000',\n",
      "               '2025-06-03 00:27:07.572000', '2025-06-03 00:27:51.664000',\n",
      "               '2025-06-03 00:28:06.519000', '2025-06-03 00:28:24.785000',\n",
      "               '2025-06-03 00:28:54.006000', '2025-06-03 00:29:07.235000',\n",
      "               '2025-06-03 00:29:23.256000'],\n",
      "              dtype='datetime64[ns]', name='时间', freq=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "change_points = rpt.Binseg(model=model,min_size=min_size).fit(ts).predict(pen=pen)\n",
    "visualize(df_uniform.index,ts,change_points)\n",
    "\n",
    "change_points = rpt.Binseg(model=model,min_size=min_size).fit(diff_ts).predict(pen=pen)\n",
    "# 修正差分偏移\n",
    "change_points = [b + 1 for b in change_points]\n",
    "visualize(df_uniform.index,ts,change_points)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5085bb7-84d4-463b-abac-53d24ed0340f",
   "metadata": {},
   "source": [
    "### Window Based"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "1da5ed87-f57c-402c-a11e-8447aff63a3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [745, 4870, 8365, 8955, 12305, 14580, 14915, 15530, 16025, 16405, 17556]\n",
      "自动检测变点: DatetimeIndex(['2025-06-03 00:04:18.165000', '2025-06-03 00:10:51.501000',\n",
      "               '2025-06-03 00:16:38.022000', '2025-06-03 00:17:16.451000',\n",
      "               '2025-06-03 00:22:48.631000', '2025-06-03 00:26:29.005000',\n",
      "               '2025-06-03 00:26:50.343000', '2025-06-03 00:27:50.058000',\n",
      "               '2025-06-03 00:28:27.588000', '2025-06-03 00:28:56.762000'],\n",
      "              dtype='datetime64[ns]', name='时间', freq=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = \"l2\"  # \"l1\", \"l2\", \"rbf\"\n",
    "min_size = 300\n",
    "pen = 50\n",
    "window_width = 50\n",
    "\n",
    "change_points = rpt.Window(model=model,width=window_width,min_size=min_size).fit(ts).predict(pen=pen)\n",
    "visualize(df_uniform.index,ts,change_points)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "46244e67-50d7-4411-bf6f-d47f9d369994",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [516, 731, 1031, 4336, 4556, 4856, 8351, 8691, 8941, 11881, 12251, 12591, 14621, 14931, 15181, 15546, 15796, 16366, 16701, 17556]\n",
      "自动检测变点: DatetimeIndex(['2025-06-03 00:03:58.533000', '2025-06-03 00:04:17.238000',\n",
      "               '2025-06-03 00:04:36.762000', '2025-06-03 00:10:10.435000',\n",
      "               '2025-06-03 00:10:31.045000', '2025-06-03 00:10:50.578000',\n",
      "               '2025-06-03 00:16:37.108000', '2025-06-03 00:16:59.177000',\n",
      "               '2025-06-03 00:17:15.575000', '2025-06-03 00:22:16.670000',\n",
      "               '2025-06-03 00:22:45.163000', '2025-06-03 00:23:07.268000',\n",
      "               '2025-06-03 00:26:31.588000', '2025-06-03 00:26:51.347000',\n",
      "               '2025-06-03 00:27:07.880000', '2025-06-03 00:27:51.096000',\n",
      "               '2025-06-03 00:28:07.514000', '2025-06-03 00:28:54.329000',\n",
      "               '2025-06-03 00:29:16.098000'],\n",
      "              dtype='datetime64[ns]', name='时间', freq=None)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "change_points = rpt.Window(model=model,width=window_width,min_size=min_size).fit(diff_ts).predict(pen=pen)\n",
    "# 修正差分偏移\n",
    "change_points = [b + 1 for b in change_points]\n",
    "visualize(df_uniform.index,ts,change_points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "548cb2e3-679a-430c-95bd-35feaf101ebe",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.19"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
